{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "597723ed",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#comp.complndustry-行业分析\" data-toc-modified-id=\"comp.complndustry-行业分析-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>comp.complndustry 行业分析</a></span></li><li><span><a href=\"#多层级的字段分析\" data-toc-modified-id=\"多层级的字段分析-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>多层级的字段分析</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b9fe4f96",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3510d18d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>人力</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>['IT/互联网/软件']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>项目助理</td>\n",
       "      <td>5-10k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>人力</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>项目管培生</td>\n",
       "      <td>薪资面议</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>航空/航天设备</td>\n",
       "      <td>北京中航智科技有限公司</td>\n",
       "      <td>['本科']</td>\n",
       "      <td>北京</td>\n",
       "      <td>应届</td>\n",
       "      <td>销售工程师</td>\n",
       "      <td>13-16k·14薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>高级经理</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>互联网</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>['人工智能', '产品运营', '活动运营', '线下运营', '线上运营']</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营-营销和生态方向</td>\n",
       "      <td>20-40k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>产品运营经理</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>北京智慧星光信息技术有限公司</td>\n",
       "      <td>['b端产品运营', '用户运营']</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营实习生</td>\n",
       "      <td>2-5k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>猎头顾问/助理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>['医疗健康', '互联网医疗']</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>好大夫-互联网医疗运营（限临床/预防/护理等医学专业）</td>\n",
       "      <td>10-18k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>健康顾问（15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>医学专员（底薪15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>运营专员（10-20K，16薪）J10974</td>\n",
       "      <td>11-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>HR</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>互联网</td>\n",
       "      <td>北京医来伸手健康管理有限公司</td>\n",
       "      <td>['视频剪辑']</td>\n",
       "      <td>北京-昌平区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>视频剪辑</td>\n",
       "      <td>6-11k</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 recruiter.recruiterTitle comp.compScale comp.compStage  \\\n",
       "0             0                       人力          1-49人            NaN   \n",
       "1             1                       人力          1-49人            NaN   \n",
       "2             2                     HRBP       100-499人             D轮   \n",
       "3             3                     高级经理       10000人以上           美股上市   \n",
       "4             4                   产品运营经理     1000-2000人            NaN   \n",
       "..          ...                      ...            ...            ...   \n",
       "395          35                  猎头顾问/助理       100-499人             D轮   \n",
       "396          36                     招聘经理       100-499人             D轮   \n",
       "397          37                     招聘经理       100-499人             D轮   \n",
       "398          38                     招聘经理       100-499人             D轮   \n",
       "399          39                       HR       100-499人          融资未公开   \n",
       "\n",
       "    comp.compIndustry   comp.compName  \\\n",
       "0               非营利组织        中关村标准化协会   \n",
       "1               非营利组织        中关村标准化协会   \n",
       "2             航空/航天设备     北京中航智科技有限公司   \n",
       "3                 互联网           Baidu   \n",
       "4               计算机软件  北京智慧星光信息技术有限公司   \n",
       "..                ...             ...   \n",
       "395             互联网医疗           好大夫在线   \n",
       "396             互联网医疗           好大夫在线   \n",
       "397             互联网医疗           好大夫在线   \n",
       "398             互联网医疗           好大夫在线   \n",
       "399               互联网  北京医来伸手健康管理有限公司   \n",
       "\n",
       "                                            job.labels  job.dq  \\\n",
       "0                                        ['IT/互联网/软件']  北京-海淀区   \n",
       "1                                                   []  北京-海淀区   \n",
       "2                                               ['本科']      北京   \n",
       "3             ['人工智能', '产品运营', '活动运营', '线下运营', '线上运营']      北京   \n",
       "4                                   ['b端产品运营', '用户运营']      北京   \n",
       "..                                                 ...     ...   \n",
       "395                                  ['医疗健康', '互联网医疗']  北京-朝阳区   \n",
       "396  ['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...  北京-朝阳区   \n",
       "397                                                 []  北京-朝阳区   \n",
       "398                                                 []  北京-朝阳区   \n",
       "399                                           ['视频剪辑']  北京-昌平区   \n",
       "\n",
       "    job.campusJobKind                    job.title  job.salary  \n",
       "0                 NaN                         项目助理       5-10k  \n",
       "1                 NaN                        项目管培生        薪资面议  \n",
       "2                  应届                        销售工程师  13-16k·14薪  \n",
       "3                 NaN                 产品运营-营销和生态方向      20-40k  \n",
       "4                 NaN                      产品运营实习生        2-5k  \n",
       "..                ...                          ...         ...  \n",
       "395               NaN  好大夫-互联网医疗运营（限临床/预防/护理等医学专业）  10-18k·16薪  \n",
       "396               NaN       健康顾问（15-20K，16薪）J10974  15-20k·16薪  \n",
       "397               NaN     医学专员（底薪15-20K，16薪）J10974  15-20k·16薪  \n",
       "398               NaN       运营专员（10-20K，16薪）J10974  11-20k·16薪  \n",
       "399               NaN                         视频剪辑       6-11k  \n",
       "\n",
       "[400 rows x 11 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('北京_产品运营_应届生.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74019f36",
   "metadata": {},
   "source": [
    "## comp.complndustry 行业分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "91a5bd9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            中关村标准化协会\n",
       "1            中关村标准化协会\n",
       "2         北京中航智科技有限公司\n",
       "3               Baidu\n",
       "4      北京智慧星光信息技术有限公司\n",
       "            ...      \n",
       "395             好大夫在线\n",
       "396             好大夫在线\n",
       "397             好大夫在线\n",
       "398             好大夫在线\n",
       "399    北京医来伸手健康管理有限公司\n",
       "Name: comp.compName, Length: 400, dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['comp.compName']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d6160803",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "北京厚朴优学教育科技有限公司    28\n",
       "光谷动力科技            14\n",
       "Baidu              8\n",
       "京东                 7\n",
       "字节跳动               5\n",
       "                  ..\n",
       "深圳乐巢时代科技有限公司       1\n",
       "北京链鲸科技有限公司         1\n",
       "新氧科技               1\n",
       "北京乐城堡科技有限公司        1\n",
       "北京医来伸手健康管理有限公司     1\n",
       "Name: comp.compName, Length: 296, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['comp.compName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6b6ab121",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('北京厚朴优学教育科技有限公司', 28),\n",
       " ('光谷动力科技', 14),\n",
       " ('Baidu', 8),\n",
       " ('京东', 7),\n",
       " ('字节跳动', 5),\n",
       " ('好大夫在线', 4),\n",
       " ('京东商城', 4),\n",
       " ('北京和平阳光国际健身俱乐部有限公司', 4),\n",
       " ('北京世纪好未来教育科技有限公司', 3),\n",
       " ('北京抖音信息服务有限公司', 3),\n",
       " ('美团网', 3),\n",
       " ('百度(中国)有限公司', 3),\n",
       " ('曼迪匹艾(北京)科技服务有限公司', 3),\n",
       " ('北京智慧星光信息技术有限公司', 3),\n",
       " ('北京中航智科技有限公司', 2),\n",
       " ('用友网络科技股份有限公司', 2),\n",
       " ('华为', 2),\n",
       " ('北京宏昆酒店集团', 2),\n",
       " ('酷渲(北京)科技有限公司', 2),\n",
       " ('北京金巴顺漾科技有限公司', 2),\n",
       " ('北京网安通达科技有限公司', 2),\n",
       " ('北京胜尊信息技术有限公司', 2),\n",
       " ('北京同仁堂健康', 2),\n",
       " ('一寸光年', 2),\n",
       " ('中关村标准化协会', 2),\n",
       " ('烟台莹佳食品有限公司', 2),\n",
       " ('北京崇珍科贸有限公司', 2),\n",
       " ('软通动力', 2),\n",
       " ('泰康健投', 2),\n",
       " ('联东集团', 2),\n",
       " ('百度网讯', 2),\n",
       " ('北京炎龙时空通信科技有限责任公司', 2),\n",
       " ('戍源优品科技发展(北京)有限公司', 2),\n",
       " ('颐康润养(北京)科技发展有限公司', 2),\n",
       " ('北京华清易点科技有限公司', 2),\n",
       " ('北京嘀果技术服务有限公司', 2),\n",
       " ('沃丰科技', 2),\n",
       " ('北京国质联合检测技术研究院', 2),\n",
       " ('链家地产', 2),\n",
       " ('北京格瑞广告传媒有限公司', 2),\n",
       " ('恒昌', 1),\n",
       " ('惠买在线', 1),\n",
       " ('北京质云数据科技有限公司', 1),\n",
       " ('须眉智能科技(江苏)有限公司', 1),\n",
       " ('北京世纪高教图书有限公司', 1),\n",
       " ('北京医来伸手健康管理有限公司同世堂中医诊所', 1),\n",
       " ('北京小牛邦信息技术有限公司', 1),\n",
       " ('北京鹰瞳科技发展股份有限公司', 1),\n",
       " ('顺丰速运', 1),\n",
       " ('北京宠医点评科技有限公司', 1),\n",
       " ('北京华创盈讯科技有限公司', 1),\n",
       " ('北京京邦达贸易有限公司', 1),\n",
       " ('永福盛(北京)食品有限公司', 1),\n",
       " ('北京天一沃德商务服务有限公司', 1),\n",
       " ('日推石化(北京)有限公司', 1),\n",
       " ('北京东方明悦体育发展有限公司', 1),\n",
       " ('北京宏途创联科技有限公司', 1),\n",
       " ('北京聚英星辉科技有限公司', 1),\n",
       " ('北京微联至元商贸有限公司', 1),\n",
       " ('北京航天创智科技有限公司', 1),\n",
       " ('北京顺昌盛世医疗大数据科技有限公司同世堂第零零零中医诊所', 1),\n",
       " ('启鸣梧桐(北京)科技有限公司', 1),\n",
       " ('北京网讯达科技有限公司', 1),\n",
       " ('北京众心天诚科技发展有限公司', 1),\n",
       " ('北京积木控文化有限公司', 1),\n",
       " ('呷哺呷哺', 1),\n",
       " ('北京润泽慧教育科技有限公司', 1),\n",
       " ('百度时代网络', 1),\n",
       " ('北京紫光数智科技股份有限公司', 1),\n",
       " ('中信科智联科技有限公司', 1),\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u53a6\\u95e8\\u5b89\\u8e0f\\u670d\\u9970\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(55,44,79)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u84dd\\u8272\\u5149\\u6807\\u6570\\u5b57\\u4f20\\u5a92\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(68,98,129)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d4b\\u8303\\u7a7a\\u95f4\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(110,127,115)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c34\\u6ef4\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,44,5)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u9e3f\\u8fbe(\\u5317\\u4eac)\\u9910\\u996e\\u7ba1\\u7406\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(22,87,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u535a\\u601d\\u81f4\\u65b0\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(80,81,54)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u533b\\u836f\\u9b54\\u65b9\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(0,62,100)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u5fa1\\u751f\\u5802\\u5065\\u5eb7\\u4ea7\\u4e1a\\u96c6\\u56e2\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(43,65,159)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6717\\u81f4\\u96c6\\u56e2\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(104,30,41)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u5e02\\u9165\\u7c73\\u6559\\u80b2\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(22,29,39)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u56fd\\u4eba\\u5bff\\u4fdd\\u9669\\u9500\\u552e\\u6709\\u9650\\u8d23\\u4efb\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(49,47,13)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5f20\\u5bb6\\u53e3\\u82b1\\u6912\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(151,70,153)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u822a\\u5929\\u4fe1\\u606f\\u8f6f\\u4ef6\\u6280\\u672f\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(121,82,134)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u534e\\u7199\\u6d77\\u5fa1\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(159,25,70)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7075\\u5ca9\\u521b\\u4e16\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(157,59,16)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u5929\\u7b97\\u8d44\\u4ea7\\u7ba1\\u7406\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(138,103,116)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5c71\\u4e1c\\u8fb0\\u626c\\u73af\\u5883\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(49,60,60)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f51\\u6613\\u96c6\\u56e2\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,54,82)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u5317\\u4fe1\\u6e90\\u8f6f\\u4ef6\\u80a1\\u4efd\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(137,11,11)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u4e2d\\u7a0b\\u6da6\\u8fbe\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(160,77,77)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8682\\u8681\\u96c6\\u56e2\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(153,65,102)\"\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u5f18\\u6bc5\\u8fdc\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(14,9,91)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eac\\u4e1c\\u65b9\\u7a7a\\u95f4\\u6570\\u667a\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(115,84,154)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u7267\\u6e38\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(142,10,97)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d59\\u6c5f\\u6e38\\u4fa0\\u5ba2\\u56fd\\u9645\\u65c5\\u884c\\u793e\\u6709\\u9650\\u516c\\u53f8\\u5317\\u4eac\\u5206\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(50,40,48)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6df1\\u5733\\u4e50\\u5de2\\u65f6\\u4ee3\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(52,53,57)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u94fe\\u9cb8\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(106,34,91)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u6c27\\u79d1\\u6280\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(34,46,4)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u4e50\\u57ce\\u5821\\u79d1\\u6280\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(86,3,147)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5317\\u4eac\\u533b\\u6765\\u4f38\\u624b\\u5065\\u5eb7\\u7ba1\\u7406\\u6709\\u9650\\u516c\\u53f8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(50,76,121)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u70ed\\u70b9\\u5206\\u6790\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 23\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_d44d8859417642f39ed4d163643c9861.setOption(option_d44d8859417642f39ed4d163643c9861);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1a630d95e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from IPython.display import display\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(series_name=\"热点分析\", data_pair=word_compName, word_size_range=[6, 66])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"热点分析\", title_textstyle_opts=opts.TextStyleOpts(font_size=23)\n",
    "        ),\n",
    "        tooltip_opts=opts.TooltipOpts(is_show=True),\n",
    "    )\n",
    ")\n",
    "display(c.render_notebook())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5905bc22",
   "metadata": {},
   "source": [
    "## 多层级的字段分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2471490c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'recruiter.recruiterTitle', 'comp.compScale',\n",
       "       'comp.compStage', 'comp.compIndustry', 'comp.compName', 'job.labels',\n",
       "       'job.dq', 'job.campusJobKind', 'job.title', 'job.salary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "db7eda76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>项目助理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>项目管培生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京</td>\n",
       "      <td>航空/航天设备</td>\n",
       "      <td>销售工程师</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北京</td>\n",
       "      <td>互联网</td>\n",
       "      <td>产品运营-营销和生态方向</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>北京</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>产品运营实习生</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫-互联网医疗运营（限临床/预防/护理等医学专业）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>健康顾问（15-20K，16薪）J10974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>医学专员（底薪15-20K，16薪）J10974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>运营专员（10-20K，16薪）J10974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>北京-昌平区</td>\n",
       "      <td>互联网</td>\n",
       "      <td>视频剪辑</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     job.dq comp.compIndustry                    job.title\n",
       "0    北京-海淀区             非营利组织                         项目助理\n",
       "1    北京-海淀区             非营利组织                        项目管培生\n",
       "2        北京           航空/航天设备                        销售工程师\n",
       "3        北京               互联网                 产品运营-营销和生态方向\n",
       "4        北京             计算机软件                      产品运营实习生\n",
       "..      ...               ...                          ...\n",
       "395  北京-朝阳区             互联网医疗  好大夫-互联网医疗运营（限临床/预防/护理等医学专业）\n",
       "396  北京-朝阳区             互联网医疗       健康顾问（15-20K，16薪）J10974\n",
       "397  北京-朝阳区             互联网医疗     医学专员（底薪15-20K，16薪）J10974\n",
       "398  北京-朝阳区             互联网医疗       运营专员（10-20K，16薪）J10974\n",
       "399  北京-昌平区               互联网                         视频剪辑\n",
       "\n",
       "[400 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['job.dq','comp.compIndustry','job.title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b4c32025",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "北京-平谷区\n",
      "北京-门头沟区\n",
      "北京-大兴区\n",
      "北京-怀柔区\n",
      "北京-西城区\n",
      "北京-朝阳区\n",
      "北京-海淀区\n",
      "北京-延庆区\n",
      "北京\n",
      "北京-石景山区\n",
      "北京-房山区\n",
      "北京-通州区\n",
      "北京-顺义区\n",
      "北京-昌平区\n",
      "北京-丰台区\n",
      "北京-东城区\n"
     ]
    }
   ],
   "source": [
    "for i in set(df['job.dq']):\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7fea1509",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'IT服务',\n",
       " '专业技术服务',\n",
       " '互联网',\n",
       " '人工智能',\n",
       " '其他教育培训',\n",
       " '制药',\n",
       " '医疗器械',\n",
       " '咨询服务',\n",
       " '在线教育',\n",
       " '在线社交/媒体',\n",
       " '培训服务',\n",
       " '广播/影视/录音',\n",
       " '房地产租赁/中介',\n",
       " '批发/零售',\n",
       " '政府/公共事业',\n",
       " '新闻和出版业',\n",
       " '环保',\n",
       " '生活服务O2O',\n",
       " '电子商务',\n",
       " '科技推广服务',\n",
       " '科技金融',\n",
       " '航空/航天设备',\n",
       " '计算机硬件',\n",
       " '计算机软件',\n",
       " '货运/物流/仓储',\n",
       " '通信设备',\n",
       " '酒店/民宿',\n",
       " '非营利组织'}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "北京海淀区产业集合 = set(df[df['job.dq'].isin(['北京-海淀区'])]['comp.compIndustry'])\n",
    "北京海淀区产业集合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b84be73e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>人力</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>['IT/互联网/软件']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>项目助理</td>\n",
       "      <td>5-10k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>人力</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>项目管培生</td>\n",
       "      <td>薪资面议</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>一心向上</td>\n",
       "      <td>['数据运营', '产品运营', '工单管理', '互联网金融', '工具产品', 'to ...</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营经理——股权激励SaaS产品</td>\n",
       "      <td>8-10k·13薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>互联网</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>['产品运营', '社区运营', '策略运营', 'IT/互联网/软件']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AIGC产品运营(J59073)</td>\n",
       "      <td>25-50k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>产品运营</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>北京世纪好未来教育科技有限公司</td>\n",
       "      <td>['产品运营', '数据分析']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营实习生</td>\n",
       "      <td>3-5k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>13</td>\n",
       "      <td>iOS开发</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>科技推广服务</td>\n",
       "      <td>光谷动力科技</td>\n",
       "      <td>['HTML5']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>HTML5</td>\n",
       "      <td>12-16k·13薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>14</td>\n",
       "      <td>人资专员</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>北京企悦惠科技发展有限公司</td>\n",
       "      <td>['社群运营', '内容运营', '产品运营', '用户运营', '教育培训', '线上运营...</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>内容运营实习生（幼教）</td>\n",
       "      <td>2-5k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>21</td>\n",
       "      <td>consultant</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>去哪儿</td>\n",
       "      <td>['推荐产品', '策略产品', '智能推荐', '产品优化', '数据分析', '用户研究']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>搜索推荐策略产品经理 (MJ005771)</td>\n",
       "      <td>25-40k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>24</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>都美(北京)品牌管理有限公司</td>\n",
       "      <td>['活动运营', '产品运营', '用户运营', '平台运营', '淘宝平台']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>电商运营助理</td>\n",
       "      <td>7-10k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>26</td>\n",
       "      <td>经理人</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>北京祉君商贸有限公司</td>\n",
       "      <td>['电商类目运营', '母婴电商运营']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>电商运营</td>\n",
       "      <td>8-11k</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>76 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 recruiter.recruiterTitle comp.compScale comp.compStage  \\\n",
       "0             0                       人力          1-49人            NaN   \n",
       "1             1                       人力          1-49人            NaN   \n",
       "10           10                     HRBP       100-499人             A轮   \n",
       "11           11                     招聘经理       10000人以上           美股上市   \n",
       "15           15                     产品运营       10000人以上           美股上市   \n",
       "..          ...                      ...            ...            ...   \n",
       "373          13                    iOS开发       100-499人            NaN   \n",
       "374          14                     人资专员          1-49人            NaN   \n",
       "381          21               consultant    5000-10000人           美股上市   \n",
       "384          24                     HRBP       100-499人            NaN   \n",
       "386          26                      经理人          1-49人          融资未公开   \n",
       "\n",
       "    comp.compIndustry    comp.compName  \\\n",
       "0               非营利组织         中关村标准化协会   \n",
       "1               非营利组织         中关村标准化协会   \n",
       "10               科技金融             一心向上   \n",
       "11                互联网            Baidu   \n",
       "15               培训服务  北京世纪好未来教育科技有限公司   \n",
       "..                ...              ...   \n",
       "373            科技推广服务           光谷动力科技   \n",
       "374             计算机软件    北京企悦惠科技发展有限公司   \n",
       "381              电子商务              去哪儿   \n",
       "384            专业技术服务   都美(北京)品牌管理有限公司   \n",
       "386             批发/零售       北京祉君商贸有限公司   \n",
       "\n",
       "                                            job.labels  job.dq  \\\n",
       "0                                        ['IT/互联网/软件']  北京-海淀区   \n",
       "1                                                   []  北京-海淀区   \n",
       "10   ['数据运营', '产品运营', '工单管理', '互联网金融', '工具产品', 'to ...  北京-海淀区   \n",
       "11               ['产品运营', '社区运营', '策略运营', 'IT/互联网/软件']  北京-海淀区   \n",
       "15                                    ['产品运营', '数据分析']  北京-海淀区   \n",
       "..                                                 ...     ...   \n",
       "373                                          ['HTML5']  北京-海淀区   \n",
       "374  ['社群运营', '内容运营', '产品运营', '用户运营', '教育培训', '线上运营...  北京-海淀区   \n",
       "381   ['推荐产品', '策略产品', '智能推荐', '产品优化', '数据分析', '用户研究']  北京-海淀区   \n",
       "384           ['活动运营', '产品运营', '用户运营', '平台运营', '淘宝平台']  北京-海淀区   \n",
       "386                               ['电商类目运营', '母婴电商运营']  北京-海淀区   \n",
       "\n",
       "    job.campusJobKind              job.title  job.salary  \n",
       "0                 NaN                   项目助理       5-10k  \n",
       "1                 NaN                  项目管培生        薪资面议  \n",
       "10                NaN     产品运营经理——股权激励SaaS产品   8-10k·13薪  \n",
       "11                NaN       AIGC产品运营(J59073)  25-50k·16薪  \n",
       "15                NaN                产品运营实习生        3-5k  \n",
       "..                ...                    ...         ...  \n",
       "373               NaN                  HTML5  12-16k·13薪  \n",
       "374               NaN            内容运营实习生（幼教）        2-5k  \n",
       "381               NaN  搜索推荐策略产品经理 (MJ005771)  25-40k·16薪  \n",
       "384               NaN                 电商运营助理       7-10k  \n",
       "386               NaN                   电商运营       8-11k  \n",
       "\n",
       "[76 rows x 11 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "北京_海淀区 = df[df['job.dq'].isin(['北京-海淀区'])]\n",
    "北京_海淀区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ec7855a6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'人工智能': ['产品经理-视光 (MJ000558)'],\n",
       " '制药': ['数据分析专员'],\n",
       " '计算机硬件': ['工业互联网产业研究员'],\n",
       " '酒店/民宿': ['会员策略运营', '集团协议拓展'],\n",
       " '电子商务': ['搜索推荐策略产品经理 (MJ005771)'],\n",
       " '医疗器械': ['仪器产品经理'],\n",
       " '专业技术服务': ['海外运营经理', '新媒体运营', '电商运营助理'],\n",
       " '广播/影视/录音': ['产品运营实习生', '产品运营专员', '实习编辑', '用户运营'],\n",
       " '生活服务O2O': ['海外产品运营', '产品运营实习生'],\n",
       " '其他教育培训': ['业务拓展专员/助理'],\n",
       " '航空/航天设备': ['产 品 经 理', '市场产品专员'],\n",
       " '互联网': ['AIGC产品运营(J59073)',\n",
       "  '产品运营实习生',\n",
       "  '商业化产品运营-飞书People',\n",
       "  '产品运营实习生',\n",
       "  '产品运营',\n",
       "  '知道产品部_用户产品运营实习生(J66018)',\n",
       "  '物业市拓经理',\n",
       "  '海外运营总监',\n",
       "  '企业效能顾问（生态伙伴管理方向）-飞书',\n",
       "  '应用产品业务运营部_PMO(J54274)',\n",
       "  '资深SEO优化',\n",
       "  '飞书企业效能顾问-业务效能方向',\n",
       "  '零售行业解决方案实习生-火山引擎',\n",
       "  'HR数据分析实习生',\n",
       "  '内容运营实习生',\n",
       "  '能源互联网产品工程师',\n",
       "  '运营专员',\n",
       "  '菲律宾翻译',\n",
       "  '亚运会体育热点实习（外派百度）'],\n",
       " '货运/物流/仓储': ['物流平台运营管理岗'],\n",
       " '通信设备': ['软件开发工程师', '大数据开发工程师'],\n",
       " '在线社交/媒体': ['交互设计师', '业务监察部-实习生', 'Golang后台开发工程师', '产品经理', '数据安全专家、资深工程师'],\n",
       " '培训服务': ['产品运营实习生', '产品运营', '美本留学产品专员', '课程销售'],\n",
       " '科技金融': ['产品运营经理——股权激励SaaS产品', '客户运营专员'],\n",
       " '科技推广服务': ['新媒体运营', 'HTML5'],\n",
       " '政府/公共事业': ['线上运营经理'],\n",
       " '咨询服务': ['BI工程师（14薪，全额社保）'],\n",
       " '在线教育': ['教学设计实习生 (MJ000027)'],\n",
       " '环保': ['科考产品运营'],\n",
       " 'IT服务': ['体验提升产品经理'],\n",
       " '计算机软件': ['产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '国际化产品创作者运营实习生(巴西)',\n",
       "  '客户成功运营顾问',\n",
       "  '管理培训生（运营管理）',\n",
       "  '英语编辑',\n",
       "  '软件开发工程师',\n",
       "  '百度AI开放平台-智能创作-产品实习生',\n",
       "  '客户经理',\n",
       "  '内容运营实习生（幼教）'],\n",
       " '新闻和出版业': ['项目助理（Scilit）', '项目助理（Scilit）', '项目助理（Scilit）'],\n",
       " '房地产租赁/中介': ['产品运营'],\n",
       " '批发/零售': ['电商运营'],\n",
       " '非营利组织': ['项目助理', '项目管培生']}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "北京海淀行业_岗位 = {\n",
    "    i:北京_海淀区[北京_海淀区['comp.compIndustry'].isin([i])]['job.title'].values.tolist()\n",
    "    for i in 北京海淀区产业集合\n",
    "}\n",
    "北京海淀行业_岗位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "64e3c2e7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'name': '北京-海淀区',\n",
       "  'children': [{'name': '人工智能', 'children': [{'name': '产品经理-视光 (MJ000558)'}]},\n",
       "   {'name': '制药', 'children': [{'name': '数据分析专员'}]},\n",
       "   {'name': '计算机硬件', 'children': [{'name': '工业互联网产业研究员'}]},\n",
       "   {'name': '酒店/民宿', 'children': [{'name': '会员策略运营'}, {'name': '集团协议拓展'}]},\n",
       "   {'name': '电子商务', 'children': [{'name': '搜索推荐策略产品经理 (MJ005771)'}]},\n",
       "   {'name': '医疗器械', 'children': [{'name': '仪器产品经理'}]},\n",
       "   {'name': '专业技术服务',\n",
       "    'children': [{'name': '海外运营经理'}, {'name': '新媒体运营'}, {'name': '电商运营助理'}]},\n",
       "   {'name': '广播/影视/录音',\n",
       "    'children': [{'name': '产品运营实习生'},\n",
       "     {'name': '产品运营专员'},\n",
       "     {'name': '实习编辑'},\n",
       "     {'name': '用户运营'}]},\n",
       "   {'name': '生活服务O2O', 'children': [{'name': '海外产品运营'}, {'name': '产品运营实习生'}]},\n",
       "   {'name': '其他教育培训', 'children': [{'name': '业务拓展专员/助理'}]},\n",
       "   {'name': '航空/航天设备', 'children': [{'name': '产 品 经 理'}, {'name': '市场产品专员'}]},\n",
       "   {'name': '互联网',\n",
       "    'children': [{'name': 'AIGC产品运营(J59073)'},\n",
       "     {'name': '产品运营实习生'},\n",
       "     {'name': '商业化产品运营-飞书People'},\n",
       "     {'name': '产品运营实习生'},\n",
       "     {'name': '产品运营'},\n",
       "     {'name': '知道产品部_用户产品运营实习生(J66018)'},\n",
       "     {'name': '物业市拓经理'},\n",
       "     {'name': '海外运营总监'},\n",
       "     {'name': '企业效能顾问（生态伙伴管理方向）-飞书'},\n",
       "     {'name': '应用产品业务运营部_PMO(J54274)'},\n",
       "     {'name': '资深SEO优化'},\n",
       "     {'name': '飞书企业效能顾问-业务效能方向'},\n",
       "     {'name': '零售行业解决方案实习生-火山引擎'},\n",
       "     {'name': 'HR数据分析实习生'},\n",
       "     {'name': '内容运营实习生'},\n",
       "     {'name': '能源互联网产品工程师'},\n",
       "     {'name': '运营专员'},\n",
       "     {'name': '菲律宾翻译'},\n",
       "     {'name': '亚运会体育热点实习（外派百度）'}]},\n",
       "   {'name': '货运/物流/仓储', 'children': [{'name': '物流平台运营管理岗'}]},\n",
       "   {'name': '通信设备', 'children': [{'name': '软件开发工程师'}, {'name': '大数据开发工程师'}]},\n",
       "   {'name': '在线社交/媒体',\n",
       "    'children': [{'name': '交互设计师'},\n",
       "     {'name': '业务监察部-实习生'},\n",
       "     {'name': 'Golang后台开发工程师'},\n",
       "     {'name': '产品经理'},\n",
       "     {'name': '数据安全专家、资深工程师'}]},\n",
       "   {'name': '培训服务',\n",
       "    'children': [{'name': '产品运营实习生'},\n",
       "     {'name': '产品运营'},\n",
       "     {'name': '美本留学产品专员'},\n",
       "     {'name': '课程销售'}]},\n",
       "   {'name': '科技金融',\n",
       "    'children': [{'name': '产品运营经理——股权激励SaaS产品'}, {'name': '客户运营专员'}]},\n",
       "   {'name': '科技推广服务', 'children': [{'name': '新媒体运营'}, {'name': 'HTML5'}]},\n",
       "   {'name': '政府/公共事业', 'children': [{'name': '线上运营经理'}]},\n",
       "   {'name': '咨询服务', 'children': [{'name': 'BI工程师（14薪，全额社保）'}]},\n",
       "   {'name': '在线教育', 'children': [{'name': '教学设计实习生 (MJ000027)'}]},\n",
       "   {'name': '环保', 'children': [{'name': '科考产品运营'}]},\n",
       "   {'name': 'IT服务', 'children': [{'name': '体验提升产品经理'}]},\n",
       "   {'name': '计算机软件',\n",
       "    'children': [{'name': '产品运营实习生'},\n",
       "     {'name': '产品运营实习生'},\n",
       "     {'name': '国际化产品创作者运营实习生(巴西)'},\n",
       "     {'name': '客户成功运营顾问'},\n",
       "     {'name': '管理培训生（运营管理）'},\n",
       "     {'name': '英语编辑'},\n",
       "     {'name': '软件开发工程师'},\n",
       "     {'name': '百度AI开放平台-智能创作-产品实习生'},\n",
       "     {'name': '客户经理'},\n",
       "     {'name': '内容运营实习生（幼教）'}]},\n",
       "   {'name': '新闻和出版业',\n",
       "    'children': [{'name': '项目助理（Scilit）'},\n",
       "     {'name': '项目助理（Scilit）'},\n",
       "     {'name': '项目助理（Scilit）'}]},\n",
       "   {'name': '房地产租赁/中介', 'children': [{'name': '产品运营'}]},\n",
       "   {'name': '批发/零售', 'children': [{'name': '电商运营'}]},\n",
       "   {'name': '非营利组织', 'children': [{'name': '项目助理'}, {'name': '项目管培生'}]}]}]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = [\n",
    "    {\n",
    "        \"name\":\"北京-海淀区\",\n",
    "        \"children\":[\n",
    "            {\n",
    "            'name':i,\n",
    "            'children':[\n",
    "                {'name':j} for j in 北京海淀行业_岗位[i]]\n",
    "            } \n",
    "            for i in set(df[df['job.dq'].isin(['北京-海淀区'])]['comp.compIndustry'])\n",
    "        ]\n",
    "    }\n",
    "]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cfa8beba",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Tree\n",
    "\n",
    "c = (\n",
    "    Tree()\n",
    "    .add(\"\", data, collapse_interval=2, layout=\"radial\")\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Tree-Layout\"))\n",
    "    .render(\"tree_layout.html\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8d7ef7e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
